However, for Sequential VAE, this can be more challenging. Because \(\mathbf {z}\)  is not independent, but has sequential dependencies. We choose to adopt Sequential Monte Carlo (SMC) [1]}, which is widely used in state-space models, such as Bayesian filters [2]}, and dynamical systems [3]}.
